{"id":"W4200432911","doi":"10.3390/antibiotics10121484","title":"Appropriateness of Outpatient Antibiotic Use in Seniors across Two Canadian Provinces","year":2021,"lang":"en","type":"article","venue":"Antibiotics","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Institute for Clinical Evaluative Sciences; University of Calgary; Western University; Sinai Health System; Lawson Health Research Institute; BC Centre for Disease Control; University of British Columbia","funders":"Lawson Health Research Institute; Canadian Institutes of Health Research; Schulich School of Medicine and Dentistry, Western University; University of British Columbia; Schulich School of Medicine and Dentistry; Academic Medical Organization of Southwestern Ontario","keywords":"Medicine; Medical prescription; Population; Antibiotics; Health care; Family medicine; Ambulatory care; Emergency medicine; Pediatrics; Environmental health; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000225757,0.00021283,0.0004447532,0.0001215291,0.0001413605,0.00003283954,0.0002241376,0.0003161,0.00005178242],"category_scores_gemma":[0.0001648959,0.00019049,0.0001009773,0.0004328032,0.0003437443,0.0001274787,0.00009861859,0.000300047,0.000101173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009076948,"about_ca_system_score_gemma":0.0005651499,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06111249,"about_ca_topic_score_gemma":0.3630688,"domain_scores_codex":[0.9982047,0.0001669441,0.0004835078,0.0004158675,0.00006353326,0.0006654279],"domain_scores_gemma":[0.9990545,0.00009878443,0.0001569629,0.0004438373,0.000187748,0.00005816457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008732665,0.0005987922,0.8617367,0.0002561356,0.0001663967,0.0003243109,0.001677717,0.0001074884,0.1305024,0.00206407,0.0003140217,0.002164667],"study_design_scores_gemma":[0.001454212,0.0001241322,0.2147144,0.0004135929,0.00004508514,0.00006094242,0.002693541,0.0000294542,0.7772076,0.00004187583,0.002829602,0.0003855468],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967477,0.00116607,0.00005282489,0.0001297356,0.0009045849,0.0002029968,0.0001364369,0.00002502743,0.000634667],"genre_scores_gemma":[0.997067,0.0002130885,0.0003767873,0.0001329665,0.0000193413,7.144241e-8,0.0001186445,0.00002390257,0.002048193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6470222,"threshold_uncertainty_score":0.9451396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01506455306672186,"score_gpt":0.2531570667974052,"score_spread":0.2380925137306833,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}